Now that you have removed the Heat Sink from the PCB, yes, yes you should absolutely change the thermal paste, but in many, cases the Thermal Paste they put on will do the trick for light loads, and assuming that the Thermal Paste is like non-conductive, it probably isn't an issue. However, if it were conductive then that would potentially be a massive issue. If you haven't had a problem yet that this is fine.